library("PBImisc", lib.loc="/Library/Frameworks/R.framework/Versions/3.3/Resources/library")
library("lmtest", lib.loc="/Library/Frameworks/R.framework/Versions/3.3/Resources/library")
## Loading required package: zoo
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
library("ggplot2", lib.loc="/Library/Frameworks/R.framework/Versions/3.3/Resources/library")
Ponizsze wykresy przedstawiaja zaleznosc pomiedzy %GC bakterii, a rozmiarem ich genomu. Wykres drugi przedstawia zlogarytmowane wartosci rozmiaru genomu w celu poprawienia uliniowienia.
## Warning: Ignoring unknown parameters: title
Ponizej, zostaly przedstawione wykresy diagnostyczne ktore okreslaja jakosc dopasowania modelu liniowego do podanych danych.
model <- lm(size~GC, data=genomes)
plot(model)
model_logGc <- lm(log(size)~GC, data=genomes)
plot(model_logGc)
model_logall <- lm(log(size)~log(GC), data=genomes)
plot(model_logall)
Dla modelu zawierajacego wedlug mnie najbardziej linowa zaleznosc zostaly wyznaczone reszty i miary wplywu. W celu sprawdzenia modelu, zostaly przeprowadzone testy statystyczne.
cooks.distance(model)
## 1 2 3 4 5
## 7.377215e-03 3.328493e-04 1.649623e-03 1.430147e-03 7.862259e-03
## 6 7 8 9 10
## 1.445551e-07 3.709074e-04 7.616590e-04 6.707792e-04 7.043162e-04
## 11 12 13 14 15
## 6.147226e-04 1.935425e-04 1.965776e-04 1.827458e-04 2.359125e-04
## 16 17 18 19 20
## 1.739310e-04 3.286096e-04 3.214547e-06 1.529571e-04 2.994900e-03
## 21 22 23 24 25
## 6.479050e-04 1.042201e-03 4.521112e-04 1.391541e-03 2.831770e-03
## 26 27 28 29 30
## 1.693891e-04 3.903304e-04 1.498601e-03 1.168910e-03 2.039316e-03
## 31 32 33 34 35
## 9.059041e-04 2.007959e-05 8.594663e-04 6.549073e-04 3.644175e-04
## 36 37 38 39 40
## 8.611666e-05 1.002676e-04 1.051124e-06 1.064421e-03 9.113844e-04
## 41 42 43 44 45
## 6.449587e-05 4.508744e-03 5.580932e-03 4.508744e-03 5.114730e-03
## 46 47 48 49 50
## 5.220600e-03 7.024232e-03 1.453843e-03 3.291362e-04 3.415663e-04
## 51 52 53 54 55
## 1.916356e-04 1.968337e-04 3.569059e-04 4.673350e-03 4.942856e-03
## 56 57 58 59 60
## 6.911278e-03 1.536789e-03 1.620003e-03 3.628431e-03 1.672188e-03
## 61 62 63 64 65
## 8.245200e-04 2.933148e-04 6.441488e-04 9.794867e-06 2.118711e-08
## 66 67 68 69 70
## 2.726374e-06 3.307914e-03 2.957211e-03 3.315240e-03 7.604209e-04
## 71 72 73 74 75
## 2.983380e-06 3.591639e-04 1.547981e-03 2.725878e-05 3.205595e-04
## 76 77 78 79 80
## 9.744536e-05 6.044853e-05 7.213498e-04 9.966014e-04 2.968963e-04
## 81 82 83 84 85
## 9.289984e-04 1.326972e-02 1.000496e-02 4.946909e-03 5.673903e-04
## 86 87 88 89 90
## 5.571285e-04 5.673903e-04 5.777459e-04 5.571285e-04 5.497493e-04
## 91 92 93 94 95
## 5.571285e-04 1.173227e-03 1.125343e-03 8.303882e-04 1.078672e-03
## 96 97 98 99 100
## 5.056806e-03 5.374727e-03 6.813396e-03 2.117487e-04 1.839519e-04
## 101 102 103 104 105
## 2.842109e-04 3.480476e-05 2.962855e-03 1.025618e-02 7.863393e-03
## 106 107 108 109 110
## 3.202661e-03 4.052361e-03 2.842949e-03 4.003143e-03 2.029843e-03
## 111 112 113 114 115
## 1.714414e-02 1.751867e-04 3.833819e-04 1.926995e-04 5.318496e-04
## 116 117 118 119 120
## 1.601777e-04 1.511187e-04 4.045978e-05 4.988178e-05 1.608223e-04
## 121 122 123 124 125
## 1.069400e-04 1.608223e-04 1.179143e-03 1.064737e-03 3.988050e-04
## 126 127 128 129 130
## 8.281701e-04 6.301661e-04 2.024182e-08 1.007900e-03 1.563874e-04
## 131 132 133 134 135
## 1.607576e-03 3.929611e-04 1.523199e-04 1.365040e-03 1.528710e-03
## 136 137 138 139 140
## 1.513362e-03 1.467781e-03 1.528710e-03 1.259014e-03 1.169945e-03
## 141 142 143 144 145
## 1.131624e-03 1.162859e-03 1.204381e-03 1.204381e-03 1.162859e-03
## 146 147 148 149 150
## 1.642102e-03 1.412834e-04 3.793535e-04 2.861816e-04 8.195143e-05
## 151 152 153 154 155
## 1.460296e-03 2.114737e-03 4.105697e-04 6.065990e-08 5.700688e-05
## 156 157 158 159 160
## 1.278697e-03 1.434675e-04 7.781429e-03 7.412621e-03 3.529840e-03
## 161 162 163 164 165
## 1.445157e-02 4.331350e-03 4.415469e-03 3.922889e-03 6.105345e-03
## 166 167 168 169 170
## 4.602810e-03 5.440986e-03 4.027720e-03 4.775092e-03 5.461534e-03
## 171 172 173 174 175
## 2.744867e-03 2.101653e-03 1.156871e-03 1.409036e-03 3.264229e-03
## 176 177 178 179 180
## 9.912032e-04 4.658602e-04 3.469539e-03 1.173835e-03 9.110328e-04
## 181 182 183 184 185
## 2.271812e-03 2.337581e-04 2.239615e-04 3.346730e-03 5.538217e-03
## 186 187 188 189 190
## 4.363814e-04 3.325279e-04 2.528018e-04 4.098864e-04 4.129408e-04
## 191 192 193 194 195
## 1.415987e-03 3.677411e-03 1.221695e-03 1.492811e-03 1.359180e-03
## 196 197 198 199 200
## 3.626883e-03 3.723656e-03 2.376564e-03 1.507213e-03 7.066230e-05
## 201 202 203 204 205
## 1.070579e-05 1.005817e-04 2.492532e-04 1.098752e-03 9.478896e-04
## 206 207 208 209 210
## 1.146746e-03 6.714139e-05 4.214129e-04 7.666412e-05 6.567306e-05
## 211 212 213 214 215
## 6.814771e-04 2.056142e-05 2.609634e-04 2.230505e-07 3.908273e-04
## 216 217 218 219 220
## 9.580924e-04 2.446810e-04 6.328941e-04 6.914704e-04 1.951912e-04
## 221 222 223 224 225
## 1.048837e-03 1.209919e-03 1.045968e-03 5.942100e-04 6.788834e-04
## 226 227 228 229 230
## 2.488680e-04 1.951912e-04 2.212155e-04 6.358762e-04 9.103805e-05
## 231 232 233 234 235
## 1.714584e-04 2.591816e-05 9.163126e-03 3.506867e-04 7.082737e-05
## 236 237 238 239 240
## 3.503209e-05 6.060461e-05 6.060461e-05 6.060461e-05 6.395156e-05
## 241 242 243 244 245
## 6.395156e-05 6.395156e-05 6.395156e-05 4.338946e-03 2.039751e-05
## 246 247 248 249 250
## 1.484002e-02 1.986311e-04 3.981907e-05 1.049017e-06 2.457891e-06
## 251 252 253 254 255
## 1.426505e-05 1.894985e-04 5.095056e-04 3.632790e-04 1.608542e-05
## 256 257 258 259 260
## 7.426546e-04 1.964272e-03 8.121844e-04 1.862683e-03 4.908529e-04
## 261 262 263 264 265
## 3.162124e-04 3.891479e-04 3.071019e-04 3.939540e-04 1.947292e-04
## 266 267 268 269 270
## 5.955616e-05 3.662814e-03 1.301397e-04 5.472891e-03 6.046009e-03
## 271 272 273 274 275
## 4.705245e-05 7.333476e-03 5.925144e-04 2.865680e-04 5.550344e-04
## 276 277 278 279 280
## 5.155821e-04 6.268187e-04 6.423884e-04 5.107051e-04 6.275753e-04
## 281 282 283 284 285
## 7.480856e-04 2.079583e-04 2.757805e-03 4.085996e-04 2.109365e-03
## 286 287 288 289 290
## 8.020460e-04 1.315356e-04 4.086399e-03 1.336773e-04 2.574800e-07
## 291 292 293 294 295
## 1.283987e-03 1.052692e-03 7.953562e-04 1.117276e-02 1.017925e-04
## 296 297 298 299 300
## 3.547881e-04 8.613740e-05 3.388509e-05 1.103537e-03 1.056798e-03
## 301 302 303 304 305
## 1.067179e-03 1.847019e-04 1.382080e-04 9.814497e-05 2.082804e-06
## 306 307 308 309 310
## 2.730463e-04 2.730463e-04 4.574994e-04 1.686590e-05 3.169243e-08
## 311 312 313 314 315
## 1.964610e-06 1.950846e-06 1.781099e-04 3.460912e-04 2.172291e-04
## 316 317 318 319 320
## 3.998074e-04 2.180612e-04 7.696638e-03 6.273358e-04 6.273358e-04
## 321 322 323 324 325
## 4.238748e-04 4.408262e-04 2.943445e-03 3.106245e-03 3.063654e-04
## 326 327 328 329 330
## 3.480444e-04 1.963304e-04 1.014825e-04 2.896364e-05 2.228817e-05
## 331 332 333 334 335
## 3.298912e-05 2.428554e-03 6.628415e-06 2.272354e-04 1.611291e-03
## 336 337 338 339 340
## 6.816373e-05 1.435363e-03 9.607365e-04 5.255143e-03 4.680745e-04
## 341 342 343 344 345
## 2.602045e-05 9.549275e-05 5.259922e-05 1.346016e-04 1.399490e-04
## 346 347 348 349 350
## 2.390838e-04 1.601777e-04 2.559624e-04 1.316960e-04 1.216373e-03
## 351 352 353 354 355
## 3.661580e-03 5.904766e-03 1.721946e-03 2.491197e-03 1.848664e-03
## 356 357 358 359 360
## 4.589456e-04 5.851968e-08 1.529806e-05 1.149476e-03 3.577578e-04
## 361 362 363 364 365
## 7.365474e-04 6.673888e-04 2.026218e-05 1.687240e-04 2.211622e-03
## 366 367 368 369 370
## 6.016098e-03 2.084422e-03 2.712232e-03 1.179446e-03 1.136868e-05
## 371 372 373 374 375
## 5.106922e-06 4.986520e-04 5.402225e-04 4.733841e-04 4.234324e-04
## 376 377 378 379 380
## 6.740453e-04 1.943842e-03 2.934594e-03 4.151008e-04 7.830334e-04
## 381 382 383 384 385
## 3.149441e-04 4.733841e-04 4.733841e-04 4.733841e-04 4.733841e-04
## 386 387 388 389 390
## 1.988122e-04 1.423656e-03 1.064301e-03 1.278153e-03 2.544904e-04
## 391 392 393 394 395
## 9.996922e-04 1.903126e-03 9.356908e-04 8.688953e-04 9.063875e-04
## 396 397 398 399 400
## 7.432736e-04 9.073835e-05 7.498595e-05 1.773259e-03 6.013464e-04
## 401 402 403 404 405
## 1.105727e-03 1.509199e-02 2.122287e-03 2.581352e-04 3.420574e-03
## 406 407 408 409 410
## 1.197807e-03 1.084529e-03 9.790263e-04 9.649533e-04 8.417362e-04
## 411 412 413 414 415
## 9.933411e-04 3.843537e-04 3.475373e-05 1.346953e-03 3.290672e-04
## 416 417 418 419 420
## 3.739070e-04 2.843388e-04 6.312352e-04 1.478651e-04 6.905070e-03
## 421 422 423 424 425
## 7.462431e-04 3.716627e-04 3.843339e-04 9.176748e-04 8.988744e-04
## 426 427 428 429 430
## 6.899652e-04 9.596391e-07 7.059663e-04 1.301872e-07 6.099556e-04
## 431 432 433 434 435
## 1.719064e-04 4.852059e-04 3.601442e-04 1.034590e-04 3.914030e-05
## 436 437 438 439 440
## 1.962088e-03 1.069245e-04 3.723339e-04 1.493179e-05 1.985865e-03
## 441 442 443 444 445
## 4.261724e-03 2.350793e-03 5.854766e-04 2.077018e-04 7.930214e-04
## 446 447 448 449 450
## 9.952669e-04 3.922446e-04 4.573065e-04 4.963819e-04 1.316960e-04
## 451 452 453 454 455
## 4.808961e-04 1.222510e-04 2.049374e-04 3.542608e-04 1.206077e-04
## 456 457 458 459 460
## 6.424410e-04 1.084627e-04 1.714584e-04 2.470747e-04 3.538437e-04
## 461 462 463 464 465
## 1.084627e-04 2.493694e-03 4.547561e-04 8.466446e-04 1.201563e-03
## 466 467 468 469 470
## 3.845776e-04 1.825570e-03 1.105601e-03 1.682029e-03 1.770674e-03
## 471 472 473 474 475
## 3.501604e-03 9.527006e-04 1.118929e-03 1.287159e-03 6.931959e-04
## 476 477 478 479 480
## 1.136716e-04 1.305323e-03 1.259703e-03 2.138134e-03 7.840008e-05
## 481 482 483 484 485
## 4.131137e-07 2.487672e-05 1.235726e-03 9.375166e-04 1.795466e-03
## 486 487 488 489 490
## 2.676406e-03 1.162396e-03 7.541982e-04 4.344617e-04 6.708887e-04
## 491 492 493 494 495
## 4.725859e-03 4.027475e-03 2.907342e-03 7.988078e-05 2.890532e-04
## 496 497 498 499 500
## 5.424366e-04 2.028369e-03 1.816139e-03 2.861690e-03 5.196668e-03
## 501 502 503 504 505
## 7.185824e-04 7.186236e-04 1.152988e-03 1.903211e-02 7.557019e-05
## 506 507 508 509 510
## 3.398185e-03 1.887484e-04 1.564939e-04 2.454850e-05 1.287665e-04
## 511 512 513 514 515
## 2.392336e-05 3.319356e-04 1.689938e-03 4.319049e-04 7.366456e-04
## 516 517 518 519 520
## 6.432255e-04 6.029310e-04 4.715734e-04 5.975772e-04 6.029310e-04
## 521 522 523 524 525
## 6.101601e-04 5.885381e-04 6.095250e-04 7.558590e-04 3.082191e-05
## 526 527 528 529 530
## 6.788553e-03 9.341258e-04 8.637850e-03 2.304048e-03 1.215948e-04
## 531 532 533 534 535
## 8.913071e-05 1.730711e-04 2.813658e-04 3.772995e-04 3.023517e-04
## 536 537 538 539 540
## 1.939020e-04 1.939020e-04 3.772995e-04 3.655369e-04 1.456805e-04
## 541 542 543 544 545
## 1.456805e-04 3.153619e-04 2.548949e-04 4.947934e-04 2.530512e-04
## 546 547 548 549 550
## 3.726647e-04 6.322804e-04 1.905871e-05 1.136438e-03 1.076815e-03
## 551 552 553 554 555
## 1.361915e-03 4.872721e-04 1.282505e-03 1.214167e-03 9.985292e-05
## 556 557 558 559 560
## 9.884300e-04 1.198813e-03 1.736020e-03 6.752435e-04 1.376169e-03
## 561 562 563 564 565
## 9.062177e-04 4.028312e-04 4.689295e-04 6.645286e-04 2.486571e-03
## 566 567 568 569 570
## 3.387892e-04 1.990052e-04 1.827271e-04 1.914019e-04 3.265607e-04
## 571 572 573 574 575
## 1.914019e-04 4.722055e-04 1.262978e-04 2.730908e-03 2.646533e-03
## 576 577 578 579 580
## 7.381068e-06 1.802252e-02 7.208244e-02 3.680791e-04 1.546727e-04
## 581 582 583 584 585
## 2.368094e-04 3.349692e-04 3.349692e-04 3.169744e-04 2.451405e-04
## 586 587 588 589 590
## 3.062558e-04 3.462885e-04 2.286223e-04 2.451405e-04 2.198351e-04
## 591 592 593 594 595
## 3.062558e-04 3.681363e-04 3.578720e-04 1.188217e-04 1.643704e-04
## 596 597 598 599 600
## 1.546727e-04 5.799206e-05 4.595642e-04 1.100481e-04 3.279416e-04
## 601 602 603 604 605
## 4.680189e-05 7.274100e-05 4.680189e-05 3.995865e-04 2.090198e-04
## 606 607 608 609 610
## 1.662043e-04 1.718755e-04 3.073701e-04 2.349669e-04 1.755233e-04
## 611 612 613 614 615
## 2.789831e-04 1.791861e-04 3.298651e-04 3.253160e-04 3.389580e-04
## 616 617 618 619 620
## 2.903116e-04 3.713203e-04 3.344124e-04 3.786839e-04 3.253160e-04
## 621 622 623 624 625
## 3.298651e-04 3.786839e-04 4.178687e-04 3.344124e-04 4.178687e-04
## 626 627 628 629 630
## 2.061153e-04 2.962600e-04 2.962600e-04 4.416097e-04 3.491696e-04
## 631 632 633 634 635
## 4.416097e-04 1.552133e-02 1.581589e-02 1.079609e-02 6.581331e-05
## 636 637 638 639 640
## 1.422991e-04 1.546727e-04 1.024456e-04 2.202853e-05 1.284471e-04
## 641 642 643 644 645
## 3.592704e-03 9.871395e-04 9.071467e-04 6.396311e-04 2.299910e-03
## 646 647 648 649 650
## 1.420182e-03 1.091980e-03 1.746246e-03 2.534291e-05 3.863960e-03
## 651 652 653 654 655
## 2.983607e-03 2.562052e-03 5.327068e-05 7.880594e-05 1.578815e-04
## 656 657 658 659 660
## 1.128550e-07 8.126129e-06 4.396677e-07 2.926275e-03 1.156767e-03
## 661 662 663 664 665
## 1.419903e-03 8.048359e-05 3.249214e-03 1.025869e-03 6.982043e-04
## 666 667 668 669 670
## 4.587237e-03 3.629493e-05 8.570107e-04 1.992761e-04 7.654263e-04
## 671 672 673 674 675
## 8.180644e-04 7.266676e-04 1.287743e-02 1.350597e-02 4.702310e-03
## 676 677 678 679 680
## 1.949939e-04 6.259637e-06 2.983838e-03 2.902158e-03 1.960702e-03
## 681 682 683 684 685
## 1.960702e-03 3.625499e-04 8.643150e-04 8.643150e-04 6.693059e-04
## 686 687 688 689 690
## 2.433100e-04 7.614669e-05 9.917599e-05 1.107808e-03 1.492064e-03
## 691 692 693 694 695
## 2.408578e-03 1.063076e-03 8.357376e-04 1.007175e-03 5.830464e-04
## 696 697 698 699 700
## 8.323024e-04 1.060437e-03 5.012769e-04 7.201121e-04 1.136710e-04
## 701 702 703 704 705
## 3.888938e-05 4.201648e-06 5.832664e-08 1.157705e-04 3.204196e-06
## 706 707 708 709 710
## 3.204196e-06 4.531746e-05 5.520933e-04 6.874535e-04 6.275344e-04
## 711 712 713 714 715
## 6.570628e-04 4.193815e-04 4.004822e-04 5.463836e-04 4.902988e-04
## 716 717 718 719 720
## 5.537973e-04 4.083003e-04 3.526791e-04 4.154449e-04 6.104942e-04
## 721 722 723 724
## 4.894961e-04 4.733046e-04 4.211959e-04 5.882041e-04
rstandard(model)
## 1 2 3 4 5
## 3.259378039 -0.440246789 -0.867957183 -1.098803938 -1.908448939
## 6 7 8 9 10
## 0.007734757 -0.426634888 0.875988627 0.813397720 0.833483468
## 11 12 13 14 15
## 0.789730843 0.440025668 0.463569715 -0.459898522 -0.520933489
## 16 17 18 19 20
## -0.447296369 -0.672576134 -0.047182407 0.368889958 -1.748297196
## 21 22 23 24 25
## 0.736797616 -1.049205529 -0.716348090 1.175716856 1.547061145
## 26 27 28 29 30
## 0.371290335 0.733022883 -0.640082616 -0.567014568 -1.698373161
## 31 32 33 34 35
## -1.033236007 -0.154733587 -1.053301750 -0.971514736 0.385879703
## 36 37 38 39 40
## -0.216411540 0.254620853 -0.023299424 -0.654960067 -0.627148153
## 41 42 43 44 45
## 0.303796615 1.851056995 2.043750386 1.851056995 1.979069640
## 46 47 48 49 50
## 1.984237978 2.284095884 1.071345759 0.672000681 0.670092820
## 51 52 53 54 55
## 0.522320728 0.477296218 0.681916811 1.884543330 1.938121467
## 56 57 58 59 60
## 2.300535253 1.401710875 1.442651541 2.143160585 1.428177924
## 61 62 63 64 65
## -0.879339769 -0.524472973 -0.794251959 -0.097940987 -0.005416383
## 66 67 68 69 70
## 0.051459692 -1.652296344 -1.503969546 -1.598498963 -0.722916358
## 71 72 73 74 75
## -0.035631305 -0.390952333 -0.823106466 0.118216668 -0.372139064
## 76 77 78 79 80
## -0.208090859 -0.162741609 -0.564170715 -0.704825028 -0.354399897
## 81 82 83 84 85
## -0.663474838 2.747096233 2.323992503 1.592547752 -0.737034901
## 86 87 88 89 90
## -0.730339447 -0.737034901 -0.743730355 -0.730339447 -0.722865356
## 91 92 93 94 95
## -0.730339447 -0.678262676 -0.640087338 -0.466805390 -0.626673703
## 96 97 98 99 100
## 1.536030207 1.606523789 1.795814495 0.296033122 0.275919283
## 101 102 103 104 105
## 0.342965414 -0.120436074 1.179979286 2.584991296 2.263452273
## 106 107 108 109 110
## 1.159319375 1.317804478 1.092275469 1.305202762 0.945879706
## 111 112 113 114 115
## 3.304225531 0.363483030 -0.700111272 -0.442160361 -0.849746722
## 116 117 118 119 120
## -0.322007306 -0.294424820 -0.144634611 -0.162377543 -0.290487523
## 121 122 123 124 125
## -0.236877868 -0.290487523 -0.703818326 -1.106177017 -0.444243204
## 126 127 128 129 130
## -0.589843971 -0.422893742 0.003818549 -0.757527747 -0.434312837
## 131 132 133 134 135
## -0.853779274 0.420621464 0.447332885 -1.217563018 -1.330150781
## 136 137 138 139 140
## -1.323456533 -1.303373788 -1.330150781 -1.153781558 -1.085677781
## 141 142 143 144 145
## -1.071496085 -1.134855189 -1.154938713 -1.154938713 -1.134855189
## 146 147 148 149 150
## -1.316997566 -0.436326306 -0.716125032 -0.641202189 -0.343929610
## 151 152 153 154 155
## -1.352140344 -1.458863223 0.638284687 -0.009152713 -0.175424645
## 156 157 158 159 160
## -0.859170299 0.414618342 -1.571114828 -1.538322369 1.381175756
## 161 162 163 164 165
## 2.693771966 1.387343652 1.400750665 1.320308589 1.641317920
## 166 167 168 169 170
## 1.395412873 1.554931311 1.300789450 1.461844165 1.608697138
## 171 172 173 174 175
## 1.269008377 0.973265672 0.716993017 0.799752520 1.569003239
## 176 177 178 179 180
## 0.673166447 0.680271951 1.790664433 -1.269069302 -1.053715954
## 181 182 183 184 185
## -1.180230573 -0.529242886 -0.513510513 -1.528235192 -1.768092142
## 186 187 188 189 190
## -0.737514120 -0.643800423 -0.558353204 -0.716645698 -0.717432613
## 191 192 193 194 195
## 0.807020687 1.836764854 1.093822022 -1.464456648 -1.399029775
## 196 197 198 199 200
## -1.314951255 -1.327591328 1.064431436 1.475448721 -0.269479561
## 201 202 203 204 205
## 0.123865437 0.351233879 -0.477925271 -0.817690040 -0.756619770
## 206 207 208 209 210
## -1.245444375 -0.211678774 -0.464814260 -0.180089047 -0.166680520
## 211 212 213 214 215
## -0.851726366 0.142839246 0.480320653 0.016533222 0.736754485
## 216 217 218 219 220
## 1.156859010 0.579256385 0.937553057 0.978498760 0.518231141
## 221 222 223 224 225
## 1.210405075 1.298203905 1.205284485 0.905658361 0.971019485
## 226 227 228 229 230
## 0.585164451 0.518231141 0.551697796 0.938338958 -0.362802247
## 231 232 233 234 235
## -0.355495659 -0.123776788 2.510931730 0.462219126 -0.207725010
## 236 237 238 239 240
## -0.146643652 -0.189987538 -0.189987538 -0.189987538 -0.195900161
## 241 242 243 244 245
## -0.195900161 -0.195900161 -0.195900161 1.162088383 -0.087000222
## 246 247 248 249 250
## 2.262656423 0.286868202 -0.228716772 -0.038820877 -0.043193797
## 251 252 253 254 255
## -0.127244242 -0.390999163 -0.607793891 0.652058848 -0.103549193
## 256 257 258 259 260
## -0.599337130 -1.197962455 0.822298364 -1.244578430 -0.678471772
## 261 262 263 264 265
## -0.544559773 -0.599702236 -0.532745187 -0.605609026 -0.411827086
## 266 267 268 269 270
## -0.229458845 2.088925202 -0.304835545 -1.662861629 -1.735060867
## 271 272 273 274 275
## -0.260838117 -1.772767641 -0.745427771 -0.475646986 -0.739900128
## 276 277 278 279 280
## -0.713119131 -0.791882675 -0.804483278 -0.707213088 -0.786766873
## 281 282 283 284 285
## -0.852413139 -0.491865178 1.944699226 -0.544606842 -1.594373405
## 286 287 288 289 290
## -0.733984126 -0.435221262 -2.027947937 -0.296243504 -0.017359546
## 291 292 293 294 295
## -0.605216790 1.014799172 0.875778862 -1.963277269 -0.270789209
## 296 297 298 299 300
## -0.710007029 -0.351347299 -0.219836816 -1.250710774 -1.223938020
## 301 302 303 304 305
## -1.196490190 -0.373223764 -0.345652788 -0.264878654 0.053078058
## 306 307 308 309 310
## -0.518956900 -0.518956900 -0.727668448 -0.103304216 0.004964097
## 311 312 313 314 315
## 0.039233356 -0.038357040 -0.336981856 0.575944597 0.454645888
## 316 317 318 319 320
## 0.614558397 0.453865240 -1.835370641 0.786616722 0.786616722
## 321 322 323 324 325
## 0.676236694 0.689626031 1.472932736 1.513117975 -0.351197269
## 326 327 328 329 330
## -0.585909393 -0.421280792 0.299527762 0.163608129 0.143521014
## 331 332 333 334 335
## 0.164475834 1.448929973 -0.059158409 -0.530791400 -1.009136215
## 336 337 338 339 340
## 0.258229682 1.337574898 -0.626548222 1.836345648 -0.816312910
## 341 342 343 344 345
## -0.119025224 -0.230574388 -0.242914823 -0.260923922 -0.297576200
## 346 347 348 349 350
## -0.394904948 -0.322007306 -0.403971397 -0.270777235 -1.308604272
## 351 352 353 354 355
## -1.556356600 -2.045509464 -1.448659441 1.766756913 1.364731452
## 356 357 358 359 360
## 0.733237986 -0.004992971 0.145577021 -1.279047603 -0.708023900
## 361 362 363 364 365
## -0.546420116 -0.842445374 0.092534580 0.256206776 0.879239018
## 366 367 368 369 370
## 1.426615490 -1.109383337 1.823896867 -1.116153538 0.080407775
## 371 372 373 374 375
## 0.045187556 -0.441957567 -0.524350473 -0.490842470 0.430492215
## 376 377 378 379 380
## -0.785930527 0.991010333 1.145382104 0.415924056 0.575242756
## 381 382 383 384 385
## 0.362288043 -0.490842470 -0.490842470 -0.490842470 -0.490842470
## 386 387 388 389 390
## 0.319261816 0.786587955 -0.725726110 -0.824991559 -0.289782615
## 391 392 393 394 395
## -0.751622078 -1.044838423 -0.654044524 -0.628026962 -0.641433342
## 396 397 398 399 400
## -0.515042454 -0.174156460 -0.167456255 -1.373917012 -0.488921042
## 401 402 403 404 405
## -0.708465243 2.464929910 -1.099238402 0.458347240 -1.448205425
## 406 407 408 409 410
## -1.233988574 -1.182777016 -1.141381690 -1.135468598 -1.062621075
## 411 412 413 414 415
## -1.147294911 -0.633163860 0.154547404 -0.947559936 -0.673964076
## 416 417 418 419 420
## -0.509159832 -0.582014162 0.474401220 -0.224386358 2.826977317
## 421 422 423 424 425
## 0.761732803 0.620164143 -0.593795401 -0.770296762 -0.620979860
## 426 427 428 429 430
## 0.599138416 -0.022439249 0.988932575 0.007793736 -0.630398930
## 431 432 433 434 435
## -0.433504967 0.814309439 -0.564260496 -0.338335575 -0.184528998
## 436 437 438 439 440
## -1.365633817 -0.393132459 -0.682759165 -0.101360571 -0.830423709
## 441 442 443 444 445
## 2.247667724 1.720677129 -0.682461252 0.376376514 0.727064555
## 446 447 448 449 450
## -1.182458140 -0.733601720 -0.812446886 -0.846695896 -0.270777235
## 451 452 453 454 455
## -0.666659286 -0.258952633 -0.337781980 -0.706214391 -0.258164439
## 456 457 458 459 460
## -0.941696692 -0.241214687 -0.355495659 -0.428379828 -0.538669582
## 461 462 463 464 465
## -0.241214687 -1.391658126 -0.799137053 0.913826460 1.279533795
## 466 467 468 469 470
## 0.641983307 0.936285204 0.723400479 0.901974886 1.150513488
## 471 472 473 474 475
## 1.454227489 0.799954472 0.866938690 0.944139751 0.695517163
## 476 477 478 479 480
## -0.256166004 1.089677001 1.019635435 1.374083464 -0.314232037
## 481 482 483 484 485
## 0.022447837 -0.184747449 1.150781259 -1.123642793 -1.409457814
## 486 487 488 489 490
## -1.600748479 -1.284958694 -1.015508591 -0.698136138 -0.896988044
## 491 492 493 494 495
## 1.511882893 1.496568066 1.315139369 0.217175081 0.364622841
## 496 497 498 499 500
## -0.744043889 1.208077295 1.130093652 1.424004825 2.405617207
## 501 502 503 504 505
## -0.539715165 -0.551076321 -0.678971773 2.958682934 0.245979340
## 506 507 508 509 510
## 1.920101984 0.323982642 0.288511446 -0.115116993 0.261707307
## 511 512 513 514 515
## 0.108745611 0.421741555 -0.781388391 -0.472293879 -0.664872730
## 516 517 518 519 520
## -0.593985352 -0.603784119 -0.535997637 -0.530216377 -0.603784119
## 521 522 523 524 525
## -0.609691492 -0.524306651 0.669882216 0.754574130 -0.161309398
## 526 527 528 529 530
## -1.566102543 1.148349971 1.731919578 -1.063333182 0.216762014
## 531 532 533 534 535
## -0.185583495 0.482781922 0.607978348 0.702474469 0.628845049
## 536 537 538 539 540
## 0.502452594 0.502452594 0.702474469 0.689873585 0.435516526
## 541 542 543 544 545
## 0.435516526 0.642232216 0.576082269 0.807998617 0.575296380
## 546 547 548 549 550
## 0.696567192 0.839110019 0.151981016 1.271955566 1.239271981
## 551 552 553 554 555
## 1.392432593 0.821600124 1.229384949 1.286227174 0.346892233
## 556 557 558 559 560
## 1.182597963 1.280314375 1.496979320 0.957470290 1.398343821
## 561 562 563 564 565
## 1.144711972 0.763205519 0.823443380 0.951558243 1.807997605
## 566 567 568 569 570
## 0.680442159 0.520586634 0.499721332 0.512322912 0.671392322
## 571 572 573 574 575
## 0.512322912 0.806044377 -0.268003782 1.396413841 1.318131597
## 576 577 578 579 580
## 0.092100732 3.479323203 4.954255678 0.398556534 0.310474305
## 581 582 583 584 585
## 0.384165453 0.458635610 0.458635610 0.444458211 0.390864649
## 586 587 588 589 590
## 0.438538267 0.464555797 0.377466258 0.390864649 0.371547123
## 591 592 593 594 595
## 0.438538267 0.477175442 0.470476165 0.264029025 0.311708721
## 596 597 598 599 600
## 0.310474305 0.193017753 -0.597772041 -0.230711412 -0.398268557
## 601 602 603 604 605
## -0.190037048 -0.236916985 -0.190037048 -0.690259881 -0.479580214
## 606 607 608 609 610
## -0.374800064 -0.420501333 -0.566215049 -0.493358654 -0.426409402
## 611 612 613 614 615
## -0.539435524 -0.432317427 -0.562281297 -0.556374168 -0.574095427
## 616 617 618 619 620
## -0.523684801 -0.600876814 -0.568188383 -0.602453976 -0.556374168
## 621 622 623 624 625
## -0.562281297 -0.602453976 -0.635142347 -0.568188383 -0.635142347
## 626 627 628 629 630
## -0.517023893 -0.581969151 -0.581969151 -0.664674749 -0.591028054
## 631 632 633 634 635
## -0.664674749 2.352418665 2.275998278 1.868402348 -0.234962392
## 636 637 638 639 640
## 0.333901487 0.310474305 -0.245160514 -0.125010132 -0.412693042
## 641 642 643 644 645
## -1.210975050 -1.031453787 -0.992063685 -0.908337168 -1.377736938
## 646 647 648 649 650
## -1.289254493 -0.974675336 -1.155714606 -0.190411807 -1.680191100
## 651 652 653 654 655
## -1.510666756 -1.443160793 0.277383670 0.248339298 -0.460210059
## 656 657 658 659 660
## 0.008947730 0.075926660 0.019862404 -1.139715890 -1.232750915
## 661 662 663 664 665
## -1.385466775 -0.235324279 -1.738270066 -1.206087733 -0.859210604
## 666 667 668 669 670
## -1.894704813 -0.142681622 -1.010435514 -0.440188490 -1.043880628
## 671 672 673 674 675
## -1.078131781 -1.017107956 -2.238291854 -2.284485897 -1.519075118
## 676 677 678 679 680
## -0.499300239 0.075780427 -1.942747809 -1.915972780 -1.672252452
## 681 682 683 684 685
## -1.672252452 -0.643490567 -0.564720988 -0.564720988 -0.501978585
## 686 687 688 689 690
## 0.357101260 0.331712208 0.378563899 1.022986839 1.182905008
## 691 692 693 694 695
## 1.834628226 1.218848659 1.095153110 1.202243201 -0.420862243
## 696 697 698 699 700
## -0.789250840 -0.857461630 -0.589537170 -1.019149770 0.226225447
## 701 702 703 704 705
## 0.145429442 0.047274201 -0.005549388 0.251853439 -0.043332661
## 706 707 708 709 710
## -0.043332661 0.163576761 -0.839839113 -0.952402097 -0.913802819
## 711 712 713 714 715
## -0.933102359 0.777799241 0.760854183 0.888806727 0.841955054
## 716 717 718 719 720
## 0.894716127 0.768330997 0.714002503 0.775024093 0.938433801
## 721 722 723 724
## 0.841171349 0.827001514 0.780149823 -0.915925416
rstudent(model)
## 1 2 3 4 5
## 3.281350513 -0.440000866 -0.867808760 -1.098961988 -1.911955431
## 6 7 8 9 10
## 0.007729399 -0.426393083 0.875847335 0.813206912 0.833307056
## 11 12 13 14 15
## 0.789524824 0.439779808 0.463317528 -0.459647253 -0.520670466
## 16 17 18 19 20
## -0.447048445 -0.672320849 -0.047149794 0.368669150 -1.750795919
## 21 22 23 24 25
## 0.736564154 -1.049278903 -0.716106360 1.176028692 1.548558233
## 26 27 28 29 30
## 0.371068547 0.732787800 -0.639820754 -0.566747963 -1.700597033
## 31 32 33 34 35
## -1.033284431 -0.154628958 -1.053381702 -0.971476902 0.385652150
## 36 37 38 39 40
## -0.216268633 0.254455887 -0.023283292 -0.654700858 -0.626884462
## 41 42 43 44 45
## 0.303605562 1.854179599 2.048267971 1.854179599 1.983084868
## 46 47 48 49 50
## 1.988292050 2.290805113 1.071455572 0.671745254 0.669836930
## 51 52 53 54 55
## 0.522057528 0.477040832 0.681663958 1.887886755 1.941836750
## 56 57 58 59 60
## 2.307414083 1.402649654 1.443734491 2.148520899 1.429208765
## 61 62 63 64 65
## -0.879201522 -0.524209507 -0.794048702 -0.097873788 -0.005412631
## 66 67 68 69 70
## 0.051424137 -1.654282311 -1.505287431 -1.600225740 -0.722677147
## 71 72 73 74 75
## -0.035606652 -0.390722855 -0.822922444 0.118135916 -0.371916931
## 76 77 78 79 80
## -0.207952938 -0.162631851 -0.563904190 -0.704579191 -0.354185191
## 81 82 83 84 85
## -0.663217419 2.759653356 2.331117895 1.594247060 -0.736801543
## 86 87 88 89 90
## -0.730103238 -0.736801543 -0.743499986 -0.730103238 -0.722626124
## 91 92 93 94 95
## -0.730103238 -0.678008842 -0.639825477 -0.466552416 -0.626409954
## 96 97 98 99 100
## 1.537480290 1.608287983 1.798591796 0.295845997 0.275742675
## 101 102 103 104 105
## 0.342755742 -0.120353849 1.180300475 2.595238022 2.269952220
## 106 107 108 109 110
## 1.159596056 1.318478160 1.092421740 1.305840039 0.945810635
## 111 112 113 114 115
## 3.327188787 0.363264462 -0.699863866 -0.441913885 -0.849582989
## 116 117 118 119 120
## -0.321807341 -0.294238518 -0.144536508 -0.162268017 -0.290303249
## 121 122 123 124 125
## -0.236722967 -0.290303249 -0.703572148 -1.106348604 -0.443996135
## 126 127 128 129 130
## -0.589577419 -0.422653127 0.003815904 -0.757303975 -0.434068668
## 131 132 133 134 135
## -0.853618829 0.420381583 0.447084951 -1.217970591 -1.330860979
## 136 137 138 139 140
## -1.324146828 -1.304005854 -1.330860979 -1.154046661 -1.085812346
## 141 142 143 144 145
## -1.071606152 -1.135081831 -1.155206222 -1.155206222 -1.135081831
## 146 147 148 149 150
## -1.317668891 -0.436081534 -0.715883219 -0.640940506 -0.343719506
## 151 152 153 154 155
## -1.352917682 -1.460006041 0.638022544 -0.009146373 -0.175306854
## 156 157 158 159 160
## -0.859014341 0.414380445 -1.572717156 -1.539782155 1.382045939
## 161 162 163 164 165
## 2.705536055 1.388234181 1.401686182 1.320989610 1.643249389
## 166 167 168 169 170
## 1.396330353 1.556462418 1.301414183 1.462998166 1.610471540
## 171 172 173 174 175
## 1.269545876 0.973230068 0.716751529 0.799552714 1.570596178
## 176 177 178 179 180
## 0.672911309 0.680018651 1.793410726 -1.269606962 -1.053796575
## 181 182 183 184 185
## -1.180552316 -0.528978865 -0.513248508 -1.529652531 -1.770704876
## 186 187 188 189 190
## -0.737280971 -0.643539168 -0.558086903 -0.716404079 -0.717191291
## 191 192 193 194 195
## 0.806825596 1.839795876 1.093971066 -1.465620493 -1.399959459
## 196 197 198 199 200
## -1.315616618 -1.328293887 1.064529636 1.476654447 -0.269306420
## 201 202 203 204 205
## 0.123780943 0.351020548 -0.477669747 -0.817502193 -0.756395546
## 206 207 208 209 210
## -1.245920656 -0.211538695 -0.464561769 -0.179968330 -0.166568255
## 211 212 213 214 215
## -0.851564240 0.142742309 0.480064612 0.016521772 0.736521005
## 216 217 218 219 220
## 1.157130528 0.578989652 0.937474399 0.978469895 0.517968474
## 221 222 223 224 225
## 1.210795650 1.298821337 1.205663058 0.905545469 0.970981023
## 226 227 228 229 230
## 0.584897786 0.517968474 0.551431846 0.938261194 -0.362583964
## 231 232 233 234 235
## -0.355280480 -0.123692353 2.520220143 0.461967274 -0.207587310
## 236 237 238 239 240
## -0.146544246 -0.189860668 -0.189860668 -0.189860668 -0.195769652
## 241 242 243 244 245
## -0.195769652 -0.195769652 -0.195769652 1.162370908 -0.086940408
## 246 247 248 249 250
## 2.269148383 0.286685810 -0.228566606 -0.038794024 -0.043163929
## 251 252 253 254 255
## -0.127157518 -0.390769668 -0.607528277 0.651799075 -0.103478226
## 256 257 258 259 260
## -0.599070975 -1.198324096 0.822113766 -1.245052517 -0.678217992
## 261 262 263 264 265
## -0.544294313 -0.599436100 -0.532480791 -0.605343255 -0.411590134
## 266 267 268 269 270
## -0.229308246 2.093814943 -0.304643972 -1.664900833 -1.737484959
## 271 272 273 274 275
## -0.260669700 -1.775407728 -0.745198181 -0.475391965 -0.739668032
## 276 277 278 279 280
## -0.712876210 -0.791677963 -0.804286522 -0.706968069 -0.786559080
## 281 282 283 284 285
## -0.852251574 -0.491606805 1.948461762 -0.544341379 -1.596081114
## 286 287 288 289 290
## -0.733749452 -0.434976820 -2.032339509 -0.296056272 -0.017347523
## 291 292 293 294 295
## -0.604950992 1.014820156 0.875637380 -1.967175180 -0.270615359
## 296 297 298 299 300
## -0.709762990 -0.351133919 -0.219691874 -1.251200484 -1.224360951
## 301 302 303 304 305
## -1.196848459 -0.373001193 -0.345441916 -0.264708018 0.053041392
## 306 307 308 309 310
## -0.518694136 -0.518694136 -0.727431139 -0.103233413 0.004960658
## 311 312 313 314 315
## 0.039206218 -0.038330506 -0.336774893 0.575677864 0.454395977
## 316 317 318 319 320
## 0.614293346 0.453615535 -1.838392813 0.786408840 0.786408840
## 321 322 323 324 325
## 0.675982332 0.689375369 1.474128810 1.514472917 -0.350983954
## 326 327 328 329 330
## -0.585642743 -0.421040697 0.299338860 0.163497818 0.143423634
## 331 332 333 334 335
## 0.164364971 1.450035919 -0.059117569 -0.530527210 -1.009149061
## 336 337 338 339 340
## 0.258062708 1.338307461 -0.626284457 1.839374008 -0.816124106
## 341 342 343 344 345
## -0.118943935 -0.230423138 -0.242756461 -0.260755459 -0.297388288
## 346 347 348 349 350
## -0.394674000 -0.321807341 -0.403737172 -0.270603391 -1.309251290
## 351 352 353 354 355
## -1.557893910 -2.050041209 -1.449764392 1.769361867 1.365548461
## 356 357 358 359 360
## 0.733002994 -0.004989512 0.145478306 -1.279612073 -0.707779164
## 361 362 363 364 365
## -0.546154517 -0.842275835 0.092471024 0.256040926 0.879100678
## 366 367 368 369 370
## 1.427640781 -1.109560889 1.826846781 -1.116343843 0.080352431
## 371 372 373 374 375
## 0.045156315 -0.441711149 -0.524087021 -0.490584292 0.430249209
## 376 377 378 379 380
## -0.785722238 0.990998032 1.145629927 0.415685723 0.574976026
## 381 382 383 384 385
## 0.362069976 -0.490584292 -0.490584292 -0.490584292 -0.490584292
## 386 387 388 389 390
## 0.319063167 0.786380055 -0.725488016 -0.824808892 -0.289598707
## 391 392 393 394 395
## -0.751395409 -1.044904864 -0.653785136 -0.627763382 -0.641171697
## 396 397 398 399 400
## -0.514780228 -0.174039467 -0.167343498 -1.374763532 -0.488663238
## 401 402 403 404 405
## -0.708220661 2.473652614 -1.099397242 0.458096367 -1.449308705
## 406 407 408 409 410
## -1.234436141 -1.183104394 -1.141621402 -1.135696460 -1.062716270
## 411 412 413 414 415
## -1.147546640 -0.632900965 0.154442895 -0.947492832 -0.673709136
## 416 417 418 419 420
## -0.508898478 -0.581747451 0.474146478 -0.224238730 2.840784938
## 421 422 423 424 425
## 0.761511161 0.619899648 -0.593528987 -0.770079631 -0.620715452
## 426 427 428 429 430
## 0.598872250 -0.022423712 0.988917479 0.007788337 -0.630135658
## 431 432 433 434 435
## -0.433261041 0.814119256 -0.563993968 -0.338127995 -0.184405512
## 436 437 438 439 440
## -1.366453703 -0.392902167 -0.682506543 -0.101291073 -0.830245015
## 441 442 443 444 445
## 2.254010401 1.723021567 -0.682208547 0.376152678 0.726827001
## 446 447 448 449 450
## -1.182784811 -0.733366883 -0.812255431 -0.846529714 -0.270603391
## 451 452 453 454 455
## -0.666402588 -0.258785259 -0.337574653 -0.705969028 -0.257997501
## 456 457 458 459 460
## -0.941622771 -0.241057297 -0.355280480 -0.428137476 -0.538404614
## 461 462 463 464 465
## -0.241057297 -1.392563018 -0.798936857 0.913721964 1.280099585
## 466 467 468 469 470
## 0.641721751 0.936205111 0.723161458 0.901858289 1.150771827
## 471 472 473 474 475
## 1.455353025 0.799754795 0.866789379 0.944068654 0.695268292
## 476 477 478 479 480
## -0.256000177 1.089818638 1.019663477 1.374930523 -0.314035824
## 481 482 483 484 485
## 0.022432294 -0.184623828 1.151040150 -1.123847453 -1.410423112
## 486 487 488 489 490
## -1.602485702 -1.285539296 -1.015530605 -0.697888095 -0.896866514
## 491 492 493 494 495
## 1.513232801 1.497856357 1.315805280 0.217031720 0.364403797
## 496 497 498 499 500
## -0.743813663 1.208462398 1.130310887 1.425020875 2.413643100
## 501 502 503 504 505
## -0.539450104 -0.550810409 -0.678718126 2.974721602 0.245819235
## 506 507 508 509 510
## 1.923689624 0.323781736 0.288328197 -0.115038300 0.261538412
## 511 512 513 514 515
## 0.108671166 0.421501311 -0.781177452 -0.472039616 -0.664615624
## 516 517 518 519 520
## -0.593718945 -0.603518226 -0.535732917 -0.529952249 -0.603518226
## 521 522 523 524 525
## -0.609426024 -0.524043205 0.669626275 0.754348896 -0.161200554
## 526 527 528 529 530
## -1.567682630 1.148603861 1.734326146 -1.063429557 0.216618898
## 531 532 533 534 535
## -0.185459353 0.482525362 0.607712748 0.702227842 0.628581574
## 536 537 538 539 540
## 0.502192322 0.502192322 0.702227842 0.689622997 0.435271996
## 541 542 543 544 545
## 0.435271996 0.641970701 0.575815535 0.807804174 0.575029650
## 546 547 548 549 550
## 0.696318650 0.838937889 0.151878159 1.272500926 1.239732706
## 551 552 553 554 555
## 1.393340075 0.821415028 1.229821167 1.286811262 0.346680811
## 556 557 558 559 560
## 1.182924944 1.280882286 1.498269246 0.957415017 1.399271185
## 561 562 563 564 565
## 1.144958431 0.762984636 0.823259600 0.951495866 1.810849056
## 566 567 568 569 570
## 0.680188905 0.520323655 0.499461527 0.512061080 0.671136747
## 571 572 573 574 575
## 0.512061080 0.805848643 -0.267831442 1.397334691 1.318806236
## 576 577 578 579 580
## 0.092037469 3.506433106 5.037184322 0.398324250 0.310279934
## 581 582 583 584 585
## 0.383938561 0.458384662 0.458384662 0.444211081 0.390635204
## 586 587 588 589 590
## 0.438292841 0.464303368 0.377241989 0.390635204 0.371325231
## 591 592 593 594 595
## 0.438292841 0.476920082 0.470222322 0.263858854 0.311513743
## 596 597 598 599 600
## 0.310279934 0.192889015 -0.597505805 -0.230560083 -0.398036377
## 601 602 603 604 605
## -0.189910147 -0.236762062 -0.189910147 -0.690009407 -0.479324331
## 606 607 608 609 610
## -0.374576859 -0.420261491 -0.565948464 -0.493100000 -0.426167668
## 611 612 613 614 615
## -0.539170488 -0.432073862 -0.562014836 -0.556107960 -0.573828704
## 616 617 618 619 620
## -0.523421431 -0.600610743 -0.567921750 -0.602187999 -0.556107960
## 621 622 623 624 625
## -0.562014836 -0.602187999 -0.634879734 -0.567921750 -0.634879734
## 626 627 628 629 630
## -0.516761391 -0.581702439 -0.581702439 -0.664417598 -0.590761540
## 631 632 633 634 635
## -0.664417598 2.359850104 2.282624926 1.871638235 -0.234808597
## 636 637 638 639 640
## 0.333695938 0.310279934 -0.245000874 -0.124924882 -0.412455795
## 641 642 643 644 645
## -1.211366968 -1.031499495 -0.992052809 -0.908227001 -1.378595873
## 646 647 648 649 650
## -1.289846937 -0.974641536 -1.155983733 -0.190284675 -1.682319311
## 651 652 653 654 655
## -1.512011717 -1.444245599 0.277206281 0.248177858 -0.459958711
## 656 657 658 659 660
## 0.008941531 0.075874364 0.019848649 -1.139952247 -1.233195420
## 661 662 663 664 665
## -1.386351090 -0.235170275 -1.740712135 -1.206468180 -0.859054680
## 666 667 668 669 670
## -1.898116996 -0.142584788 -1.010450216 -0.439942584 -1.043945560
## 671 672 673 674 675
## -1.078253198 -1.017132297 -2.244542237 -2.291199119 -1.520454475
## 676 677 678 679 680
## -0.499040508 0.075728230 -1.946496289 -1.919531540 -1.674339628
## 681 682 683 684 685
## -1.674339628 -0.643229261 -0.564454446 -0.564454446 -0.501718393
## 686 687 688 689 690
## 0.356885393 0.331507673 0.378339196 1.023019830 1.183232670
## 691 692 693 694 695
## 1.837645693 1.219259313 1.095304549 1.202614708 -0.420622284
## 696 697 698 699 700
## -0.789044531 -0.857304239 -0.589270610 -1.019177099 0.226076740
## 701 702 703 704 705
## 0.145330822 0.047241524 -0.005545544 0.251690021 -0.043302698
## 706 707 708 709 710
## -0.043302698 0.163466471 -0.839667546 -0.952340725 -0.913698298
## 711 712 713 714 715
## -0.933018689 0.777586254 0.760632092 0.888677304 0.841785132
## 716 717 718 719 720
## 0.894592379 0.768112810 0.713759906 0.774809552 0.938356144
## 721 722 723 724
## 0.841000816 0.826820305 0.779938172 -0.915823118
bptest(model)$p.value
## BP
## 1.787605e-07
gqtest(model)$p.value
## [1] 0.91463
hmctest(model)$p.value
## [1] 0.917
dwtest(model)$p.value
## [1] 1.409444e-49
bgtest(model)$p.value
## [1] 1.051843e-47
harvtest(model)$p.value
## HC
## 0.1425167
raintest(model)$p.value
## [1] 0.0002308877
resettest(model)$p.value
## [1] 0.02781071
shapiro.test(genomes$GC)
##
## Shapiro-Wilk normality test
##
## data: genomes$GC
## W = 0.95902, p-value = 2.444e-13
shapiro.test(genomes$size)
##
## Shapiro-Wilk normality test
##
## data: genomes$size
## W = 0.94757, p-value = 2.434e-15